Paper Abstract and Keywords |
Presentation |
2010-11-05 15:30
[Poster Presentation]
SVM with weight learning for kernel parameters of each sample Naoya Inoue, Yukihiko Yamashita (TOKYO TECH) IBISML2010-95 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In the support vector machine (SVM) with an asymmetric kernel function, two mappings in the inner product to a high-dimensional Hilbert space can be different. Therefore, the mapping for the training patterns can be changed, and the mapping for an unknown pattern is fixed. The principle of the cross validation can be introduced into the learning algorithm of the subspace restriction SVM. By combining the two, SVM which can automatically learn weights to kernel parameters for each sample point is proposed. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Pattern recognition / Support vector machine / Kernel method / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 265, IBISML2010-95, pp. 265-270, Nov. 2010. |
Paper # |
IBISML2010-95 |
Date of Issue |
2010-10-28 (IBISML) |
ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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IBISML2010-95 |
Conference Information |
Committee |
IBISML |
Conference Date |
2010-11-04 - 2010-11-06 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
IIS, Univ. of Tokyo |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
IBIS 2010 (Workshop on Information-based Induction Sciences) |
Paper Information |
Registration To |
IBISML |
Conference Code |
2010-11-IBISML |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
SVM with weight learning for kernel parameters of each sample |
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Pattern recognition |
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Support vector machine |
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Kernel method |
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1st Author's Name |
Naoya Inoue |
1st Author's Affiliation |
Tokyo Institute of Technology (TOKYO TECH) |
2nd Author's Name |
Yukihiko Yamashita |
2nd Author's Affiliation |
Tokyo Institute of Technology (TOKYO TECH) |
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Speaker |
Author-1 |
Date Time |
2010-11-05 15:30:00 |
Presentation Time |
180 minutes |
Registration for |
IBISML |
Paper # |
IBISML2010-95 |
Volume (vol) |
vol.110 |
Number (no) |
no.265 |
Page |
pp.265-270 |
#Pages |
6 |
Date of Issue |
2010-10-28 (IBISML) |
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